Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "28"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 28 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 131 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 129 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 28, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459948 RF_maintenance 100.00% 0.00% 81.45% 0.00% - - 10.573366 27.366197 -1.312946 1.270116 3.958785 7.463044 3.187229 24.188448 0.3855 0.1757 0.2835 nan nan
2459947 RF_maintenance 100.00% 0.00% 81.02% 0.00% - - 11.182720 27.973500 -1.174577 0.867078 5.582443 8.025257 4.356185 13.768386 0.3871 0.1695 0.2888 nan nan
2459946 RF_maintenance 100.00% 0.00% 83.95% 0.00% - - 11.646692 25.995287 -1.038634 0.784436 7.468053 9.521457 9.505528 27.967872 0.3691 0.1695 0.2692 nan nan
2459945 RF_maintenance 100.00% 0.00% 83.78% 0.00% - - 10.521188 24.697819 -1.233917 0.857447 4.730987 8.306584 3.524116 28.219218 0.3756 0.1704 0.2722 nan nan
2459944 RF_maintenance 100.00% 0.00% 83.90% 0.00% - - 10.798264 25.133891 -1.140454 0.977296 4.397291 6.364020 3.648918 14.145643 0.3788 0.1747 0.2723 nan nan
2459943 RF_maintenance 100.00% 0.00% 83.74% 0.00% - - 9.525805 22.687555 -0.954821 0.983104 3.266354 3.349720 2.058491 9.978026 0.3753 0.1744 0.2703 nan nan
2459942 RF_maintenance 100.00% 0.00% 83.95% 0.00% - - 12.025320 28.257728 -1.108763 0.954288 4.691198 7.993796 3.099200 15.027021 0.3704 0.1635 0.2741 nan nan
2459941 RF_maintenance 100.00% 0.00% 85.78% 0.00% - - 11.773282 26.576734 -1.043166 0.903539 7.000815 6.885827 4.625923 14.271702 0.3523 0.1513 0.2688 nan nan
2459940 RF_maintenance 100.00% 0.00% 85.85% 0.00% - - 12.197417 27.323575 -1.402127 0.961679 4.604805 6.280274 7.644793 17.742813 0.3586 0.1577 0.2670 nan nan
2459939 RF_maintenance 100.00% 0.00% 85.13% 0.00% - - 12.125809 26.565466 -1.240174 0.955495 3.926239 4.836090 3.651487 13.762177 0.3619 0.1594 0.2693 nan nan
2459938 RF_maintenance 100.00% 0.00% 85.02% 0.00% - - 11.595532 24.453687 -1.305779 0.962640 3.309948 4.522820 3.792202 17.991187 0.3632 0.1639 0.2630 nan nan
2459937 RF_maintenance 100.00% 0.00% 79.57% 0.00% - - 13.224673 27.768230 -1.326465 0.815918 3.616774 8.526104 3.207376 26.571015 0.3866 0.1729 0.2822 nan nan
2459936 RF_maintenance 100.00% 0.00% 39.45% 0.00% - - 12.720785 21.696015 -1.444297 0.686140 4.174983 7.859980 4.364263 6.189478 0.5510 0.2976 0.3482 nan nan
2459935 RF_maintenance 100.00% 0.00% 83.66% 0.00% - - 12.659073 26.791975 -1.193217 0.838962 5.542155 8.273717 8.524717 22.111226 0.3747 0.1770 0.2647 nan nan
2459934 RF_maintenance 100.00% 0.00% 83.60% 0.00% - - 15.420125 32.460103 -1.039388 0.830299 4.182024 6.332598 3.730297 14.225976 0.3796 0.1770 0.2733 nan nan
2459933 RF_maintenance 100.00% 0.00% 82.30% 0.00% - - 13.432480 26.817963 -1.074107 0.812080 4.085265 7.005822 3.465219 15.502962 0.3784 0.1772 0.2730 nan nan
2459932 RF_maintenance 100.00% 0.00% 99.44% 0.00% - - 11.004186 29.155703 -1.053487 1.211075 13.913987 10.686079 4.226696 32.571169 0.3342 0.1634 0.2236 nan nan
2459931 RF_maintenance 100.00% 0.00% 82.15% 0.00% - - 14.322848 29.703549 -1.170249 0.914074 3.291026 5.685462 2.732894 20.069135 0.3936 0.1975 0.2633 nan nan
2459930 RF_maintenance 100.00% 0.00% 81.18% 0.00% - - 12.356998 25.706548 -0.897996 0.992755 3.367983 5.088711 2.997217 16.322263 0.3838 0.1815 0.2753 nan nan
2459929 RF_maintenance 100.00% 0.00% 30.54% 0.00% - - 25.143611 75.018584 -0.288526 1.099810 0.237230 4.198493 0.787908 1.527877 0.5699 0.3371 0.3435 nan nan
2459928 RF_maintenance 100.00% 0.00% 84.92% 0.00% - - 12.622844 24.032012 -1.575394 0.741923 3.738922 8.055007 5.678800 21.792476 0.3565 0.1630 0.2582 nan nan
2459927 RF_maintenance 100.00% 0.00% 97.99% 0.00% - - 9.013534 25.155903 -1.418419 1.022973 18.522070 31.074926 1.949963 22.591342 0.3321 0.1644 0.2128 nan nan
2459926 RF_maintenance 100.00% 0.00% 38.68% 0.00% - - 10.517641 22.674192 -0.937880 1.059672 0.237253 1.125023 -0.218953 1.044342 0.5646 0.3232 0.3280 nan nan
2459925 RF_maintenance 100.00% 0.00% 41.62% 0.00% - - 13.784687 35.418022 -0.672480 1.097332 6.798901 14.425912 1.291203 2.257688 0.5279 0.2970 0.3190 nan nan
2459924 RF_maintenance 100.00% 0.00% 79.14% 0.00% - - 12.120604 27.332974 -1.539380 0.891231 3.954864 7.643894 0.877901 7.042178 0.3750 0.1661 0.2747 nan nan
2459923 RF_maintenance 100.00% 0.00% 61.78% 0.00% - - 13.120729 28.750737 -1.459658 1.033308 2.908973 5.861705 1.159790 3.083774 0.4514 0.2324 0.2959 nan nan
2459922 RF_maintenance 100.00% 0.00% 85.95% 0.00% - - 12.581364 26.039251 -1.168427 0.442021 4.662227 10.088220 5.538152 19.224688 0.3548 0.1574 0.2641 nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 RF_maintenance 100.00% 0.00% 86.61% 0.00% - - 11.562252 25.686422 -1.197214 0.823634 3.091747 5.523666 8.083338 22.617201 0.3574 0.1537 0.2697 nan nan
2459919 RF_maintenance 100.00% 0.00% 90.15% 0.00% - - 10.828575 25.475801 -1.055341 0.917073 5.844759 10.047314 6.998271 22.207835 0.3661 0.1605 0.2630 nan nan
2459918 RF_maintenance 100.00% 0.00% 83.41% 0.00% - - 12.791493 28.479135 -1.091350 0.708154 3.406901 4.126636 5.645836 21.932528 0.3767 0.1672 0.2743 nan nan
2459917 RF_maintenance 100.00% 0.00% 79.51% 0.00% - - 14.341068 28.339923 -1.248605 0.770587 10.877089 11.179876 6.218761 15.716233 0.3842 0.1619 0.2953 nan nan
2459916 RF_maintenance 100.00% 0.00% 83.03% 0.00% - - 11.215522 25.471429 -1.232965 0.642481 4.089339 6.753692 5.734074 21.563280 0.3788 0.1758 0.2681 nan nan
2459915 RF_maintenance 100.00% 0.00% 81.84% 0.00% - - 11.743141 26.603770 -1.388642 0.598574 2.861555 6.346497 4.492115 17.620537 0.4098 0.1884 0.2899 nan nan
2459914 RF_maintenance 100.00% 0.00% 55.65% 0.00% - - 12.542378 28.407394 -1.538206 0.697370 4.099615 8.342450 5.160963 11.156898 0.4569 0.2158 0.3182 nan nan
2459913 RF_maintenance 100.00% 0.00% 84.12% 0.00% - - 13.585536 28.853941 -1.354454 0.744062 3.507931 7.093181 10.759453 19.859380 0.3827 0.1615 0.2852 nan nan
2459912 RF_maintenance 100.00% 0.00% 85.84% 0.00% - - 11.920686 25.576713 1.009446 0.822018 5.389457 9.226622 5.635830 19.334912 0.3612 0.1558 0.2654 nan nan
2459911 RF_maintenance 100.00% 0.00% 86.39% 0.00% - - 11.148199 24.200473 1.160505 0.862670 4.266026 5.319977 2.909086 10.409977 0.3554 0.1524 0.2637 nan nan
2459910 RF_maintenance 100.00% 0.00% 85.30% 0.00% - - 11.745338 24.663925 1.083739 0.794101 4.340385 5.556870 2.896148 9.631921 0.3583 0.1568 0.2625 nan nan
2459909 RF_maintenance 100.00% 0.00% 86.05% 0.00% - - 12.156060 26.044800 1.039271 0.861091 3.444327 3.955157 4.690387 13.916227 0.3570 0.1542 0.2621 nan nan
2459908 RF_maintenance 100.00% 0.00% 83.95% 0.00% - - 12.752355 27.267958 0.952957 0.820124 3.370912 5.346624 4.051824 16.673435 0.3663 0.1657 0.2609 nan nan
2459907 RF_maintenance 100.00% 0.00% 84.22% 0.00% - - 12.735336 26.969699 0.986881 0.779314 3.578219 6.824120 4.080197 19.815064 0.3621 0.1627 0.2595 nan nan
2459906 RF_maintenance 100.00% 0.00% 85.78% 0.00% - - 12.570958 27.202338 1.044899 0.794688 2.948005 4.905869 6.623287 16.945526 0.3568 0.1590 0.2549 nan nan
2459905 RF_maintenance 100.00% 0.00% 86.65% 0.00% - - 12.711845 25.714427 1.247242 0.865096 7.599093 12.086542 5.938587 14.932063 0.3433 0.1455 0.2592 nan nan
2459904 RF_maintenance 100.00% 0.00% 85.46% 0.00% - - 12.234666 25.901897 1.103562 0.785172 4.253589 8.307235 9.413033 24.269273 0.3520 0.1560 0.2576 nan nan
2459903 RF_maintenance 100.00% 0.00% 84.70% 0.00% - - 12.757684 27.226578 1.068579 0.798736 3.476895 7.923664 9.635762 26.055818 0.3577 0.1592 0.2623 nan nan
2459902 RF_maintenance 100.00% 0.00% 84.53% 0.00% - - 14.429426 29.661117 1.246812 0.738079 3.722790 7.814758 4.255186 19.212098 0.3679 0.1627 0.2627 nan nan
2459901 RF_maintenance 100.00% 0.00% 86.86% 0.00% - - 14.463430 28.611027 1.091487 0.787373 2.390866 6.189787 3.914021 19.716742 0.3470 0.1501 0.2459 nan nan
2459900 RF_maintenance 100.00% 0.00% 94.71% 0.00% - - 12.488570 27.919202 1.378818 1.157943 1.994745 4.340025 4.327050 18.000216 0.3036 0.1327 0.2053 nan nan
2459898 RF_maintenance 100.00% 0.00% 84.79% 0.00% - - 12.339293 25.438943 0.880206 0.633712 5.249527 10.870497 7.481755 16.744759 0.3593 0.1589 0.2596 nan nan
2459897 RF_maintenance 100.00% 0.00% 84.37% 0.00% - - 11.703071 24.449042 0.885404 0.800818 4.813473 9.104036 7.012946 21.215999 0.3613 0.1557 0.2616 nan nan
2459896 RF_maintenance 100.00% 0.00% 84.32% 0.00% - - 11.884646 25.009957 0.963633 0.710156 6.409643 13.744291 2.534618 18.779408 0.3629 0.1591 0.2631 nan nan
2459895 RF_maintenance 100.00% 0.00% 37.30% 0.00% - - 14.431957 29.791816 1.867850 1.052325 5.093759 9.289382 4.481220 5.559764 0.5038 0.2659 0.3165 nan nan
2459894 RF_maintenance 100.00% 0.00% 84.32% 0.00% - - 13.944478 29.754038 0.957773 0.724348 5.874180 11.299357 5.435509 23.593880 0.3772 0.1656 0.2665 nan nan
2459893 RF_maintenance 100.00% 0.00% 82.86% 0.00% - - 14.430370 30.298280 0.909592 0.687218 5.244808 11.741410 7.027135 25.953489 0.3748 0.1712 0.2618 nan nan
2459892 RF_maintenance 100.00% 0.00% 83.84% 0.00% - - 14.492083 29.394949 1.047928 0.680121 4.026550 10.170002 5.985930 31.085931 0.3680 0.1684 0.2591 nan nan
2459891 RF_maintenance 100.00% 0.00% 84.65% 0.00% - - 13.290912 27.388701 1.022304 0.766249 6.346750 13.630602 7.554994 17.972129 0.3568 0.1598 0.2581 nan nan
2459890 RF_maintenance 100.00% 0.00% 85.07% 0.00% - - 13.621372 28.005840 1.808616 0.924630 5.004467 7.496382 4.322686 14.936207 0.3584 0.1549 0.2582 nan nan
2459889 RF_maintenance 100.00% 0.00% 84.37% 0.00% - - 14.781690 31.644397 0.909439 0.692178 7.133510 15.485063 8.827090 28.318967 0.3678 0.1617 0.2596 nan nan
2459888 RF_maintenance 100.00% 0.00% 75.18% 0.00% - - 12.339526 26.184434 1.436340 0.832645 6.407666 11.177562 2.707377 9.181475 0.3894 0.1779 0.2773 nan nan
2459887 RF_maintenance 100.00% 0.00% 86.22% 0.00% - - 13.475650 28.003505 1.543115 0.597048 4.744020 11.405001 2.635795 18.286343 0.3632 0.1581 0.2634 nan nan
2459886 RF_maintenance 100.00% 0.61% 53.51% 0.00% - - 16.935958 35.527960 1.272288 0.589550 21.353746 8.184095 1.498741 3.955869 0.4781 0.2479 0.3146 nan nan
2459885 RF_maintenance 100.00% 0.00% 65.95% 0.00% - - 22.744129 43.796847 7.884937 5.072214 12.785999 22.096912 13.126635 17.075895 0.4242 0.1977 0.2990 nan nan
2459884 RF_maintenance 100.00% 0.00% 86.27% 0.00% - - 13.286732 27.380493 1.341731 0.763481 6.080542 10.965009 4.171922 14.652801 0.3564 0.1560 0.2615 nan nan
2459883 RF_maintenance 100.00% 0.00% 85.08% 0.00% - - 17.843598 34.817369 6.511683 4.338571 6.609982 12.982068 11.487648 40.254247 0.3642 0.1689 0.2563 nan nan
2459882 RF_maintenance 100.00% 0.00% 85.08% 0.00% - - 28.986582 55.266331 8.313780 5.078862 8.898855 16.421135 5.668985 22.824401 0.3670 0.1667 0.2623 nan nan
2459881 RF_maintenance 100.00% 0.00% 71.97% 0.00% - - 15.971631 32.839355 9.123599 5.903306 16.370256 28.729894 18.757447 45.264681 0.4426 0.2657 0.2552 nan nan
2459880 RF_maintenance 100.00% 0.00% 85.00% 0.00% - - 20.250545 39.953143 7.771610 4.758232 5.697517 11.265247 6.736775 22.782630 0.3544 0.1577 0.2581 nan nan
2459879 RF_maintenance 100.00% 0.00% 85.01% 0.00% - - 11.908163 23.794068 1.325416 0.739695 2.416036 5.718167 6.043214 16.628575 0.3508 0.1572 0.2646 nan nan
2459878 RF_maintenance 100.00% 0.00% 84.13% 0.00% - - 18.182646 35.434182 9.058168 5.866460 9.844647 21.323430 11.361524 53.612134 0.3619 0.1657 0.2600 nan nan
2459876 RF_maintenance 100.00% 0.00% 86.79% 0.00% - - 20.206755 38.646767 6.080021 4.126493 23.077491 43.954118 8.290400 46.718149 0.3611 0.1605 0.2213 nan nan
2459875 RF_maintenance 100.00% 0.00% 83.51% 0.00% - - 21.747750 42.986236 8.502808 5.636901 11.528741 22.845943 3.971842 27.020348 0.3814 0.1684 0.2374 nan nan
2459874 RF_maintenance 100.00% 0.00% 86.63% 0.00% - - 31.889465 59.286036 3.601180 2.477961 14.860643 28.743580 8.319074 33.695419 0.3638 0.1646 0.2188 nan nan
2459873 RF_maintenance 100.00% 0.00% 87.54% 0.00% - - 23.556097 45.436747 5.532460 3.648999 6.273338 11.921637 4.787973 25.299930 0.3672 0.1569 0.2303 nan nan
2459872 RF_maintenance 100.00% 0.00% 86.47% 0.00% - - 20.758168 41.195499 6.645667 5.009888 15.681370 28.361097 10.675709 21.082077 0.3599 0.1575 0.2202 nan nan
2459871 RF_maintenance 100.00% 0.00% 87.27% 0.00% - - 16.163631 33.245345 7.665703 5.160892 12.956225 23.338076 3.261422 14.518868 0.3649 0.1621 0.2187 nan nan
2459870 RF_maintenance 100.00% 0.00% 85.28% 0.00% - - 28.091911 53.210353 4.689973 3.629926 9.786317 21.005952 11.479135 37.518682 0.3623 0.1668 0.2265 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_maintenance 100.00% 0.00% 87.59% 0.00% - - 25.450275 49.122340 9.091916 5.826895 8.261257 17.044936 10.475097 36.296293 0.3529 0.1513 0.2268 nan nan
2459867 RF_maintenance 100.00% 0.00% 87.33% 0.00% - - 17.899336 35.115387 6.049827 4.335609 6.155671 13.109696 7.683825 23.023164 0.3616 0.1545 0.2348 nan nan
2459866 RF_maintenance 100.00% 0.00% 85.98% 0.00% - - 20.469465 37.910711 5.866031 4.052287 6.235127 16.922015 4.445190 15.513667 0.3618 0.1607 0.2276 nan nan
2459865 RF_maintenance 100.00% 0.00% 68.64% 0.00% - - 24.657272 46.497054 8.246842 5.376358 10.847397 18.369052 15.933727 25.404317 0.3945 0.1812 0.2388 nan nan
2459864 RF_maintenance 100.00% 0.00% 88.29% 0.00% - - 28.314050 55.744250 0.139035 2.092071 5.401587 11.126043 17.336001 37.271188 0.3541 0.1476 0.2340 nan nan
2459863 RF_maintenance 100.00% 0.00% 85.34% 0.00% - - 17.766017 35.367603 0.078950 -0.335473 5.756023 6.765262 9.483499 18.147098 0.3557 0.1496 0.2305 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 RF_maintenance 100.00% 0.00% 87.11% 0.00% - - 14.467557 28.367454 -0.023476 -0.046331 5.658676 4.918592 9.251892 12.703279 0.3633 0.1555 0.2368 nan nan
2459860 RF_maintenance 100.00% 0.00% 86.25% 0.00% - - 15.023984 29.434351 0.049456 2.154236 11.728390 17.007664 5.714249 15.605652 0.3695 0.1624 0.2369 nan nan
2459859 RF_maintenance 100.00% 0.00% 86.36% 0.00% - - 13.361734 26.238595 -0.023773 -0.000434 3.498430 2.651237 3.272337 13.984741 0.3707 0.1641 0.2336 nan nan
2459858 RF_maintenance 100.00% 50.97% 100.00% 0.00% 100.00% 0.00% 14.494409 27.982124 -0.058225 -0.124579 5.303204 5.146940 8.330612 21.245742 0.3703 0.1596 0.2371 4.091739 1.657341
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.784166 19.452938 -0.332881 3.806773 -0.304578 13.794631 1.119229 12.126152 0.0260 0.0289 0.0020 nan nan
2459856 RF_maintenance 100.00% 74.86% 100.00% 0.00% 100.00% 0.00% 19.622437 38.904737 0.147571 2.082781 6.447833 11.951295 3.391284 35.145984 0.3638 0.1511 0.2351 3.937432 1.632859
2459855 RF_maintenance 100.00% 56.70% 100.00% 0.00% 100.00% 0.00% 22.500463 42.773144 -0.110925 2.207119 5.305294 7.656990 4.504369 14.869488 0.3775 0.1669 0.2523 3.061032 1.509469
2459854 RF_maintenance 100.00% 43.87% 97.58% 0.00% 100.00% 0.00% 22.689869 42.704691 0.426604 2.433164 4.798544 6.710193 10.657720 29.272242 0.4100 0.1939 0.2630 3.949582 1.547512
2459853 RF_maintenance 100.00% 49.41% 100.00% 0.00% 100.00% 0.00% 17.334832 33.563228 0.883520 3.020828 6.468292 7.600262 11.283300 25.837793 0.3822 0.1636 0.2453 4.483657 1.685306
2459852 RF_maintenance 100.00% 7.57% 67.03% 0.00% 100.00% 0.00% 26.193161 42.820996 1.102180 1.675181 9.367529 22.305562 9.181491 13.287481 0.5936 0.3342 0.3021 6.391595 1.809705
2459851 RF_maintenance 100.00% 43.50% 88.61% 0.00% 100.00% 0.00% 13.763432 34.583330 0.706595 3.075093 16.754179 41.335184 13.053499 39.322713 0.4674 0.2633 0.2347 5.221769 1.851441
2459850 RF_maintenance 100.00% 52.57% 84.11% 0.00% 100.00% 0.00% 17.050511 36.917424 0.482366 2.743991 10.317113 20.492361 12.342531 46.207328 0.4572 0.2762 0.2235 4.069913 1.610770
2459849 RF_maintenance 100.00% 50.70% 87.38% 0.00% 100.00% 0.00% 20.210483 39.514471 2.404895 5.997447 9.619758 13.914830 6.357866 46.345807 0.4403 0.2289 0.2492 4.561909 1.738406
2459848 RF_maintenance 100.00% 57.07% 86.82% 0.00% 100.00% 0.00% 17.697343 35.274496 0.616326 4.241720 12.499386 24.250048 5.186125 32.270133 0.4243 0.2266 0.2452 3.371299 1.593534
2459847 RF_maintenance 100.00% 67.67% 100.00% 0.00% 100.00% 0.00% 19.916169 38.588692 0.600217 4.008873 12.155712 15.446754 4.904954 9.379475 0.3595 0.1489 0.2378 3.927310 1.728235
2459846 RF_maintenance 100.00% 0.00% 74.36% 0.00% 100.00% 0.00% 17.755846 33.659504 1.095263 1.669765 23.097415 23.367480 5.858055 23.459054 0.5182 0.2569 0.3181 9.004889 2.923893
2459845 RF_maintenance 100.00% 46.99% 91.21% 0.00% 100.00% 0.00% 22.449308 44.387077 1.220613 6.054830 10.643303 18.471503 4.470694 38.135900 0.4341 0.2129 0.2511 1.837559 1.177898
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.001004 42.172743 0.694648 70.820603 0.048898 12.089623 1.179074 15.156064 0.0254 0.0285 0.0024 nan nan
2459843 RF_maintenance 100.00% 38.86% 92.90% 0.00% 100.00% 0.00% 26.200746 53.751217 1.203030 1.859777 7.573921 35.392439 3.627772 33.785425 0.4398 0.2104 0.2672 5.355609 2.077416
2459842 RF_maintenance 100.00% 89.25% 100.00% 0.00% 100.00% 0.00% 15.084017 29.791012 0.963024 0.480103 16.357803 9.092842 1.333181 16.929714 0.3303 0.1283 0.1812 6.686329 1.813278
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.769838 44.939756 -0.789702 46.217821 -1.577821 18.142731 1.054512 11.641806 0.0253 0.0279 0.0028 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.762083 4.845766 -1.151536 -0.889352 0.282118 9.436810 -0.152209 9.198430 0.0238 0.0242 0.0006 nan nan
2459839 RF_maintenance 100.00% - - - - - 0.758552 3.001204 0.074369 -0.317308 -0.697502 1.643850 -0.519501 11.124801 nan nan nan nan nan
2459838 RF_maintenance 100.00% 52.73% 100.00% 0.00% 100.00% 0.00% 21.655106 41.112445 0.341639 2.623863 18.017492 24.974837 3.517399 17.228685 0.3737 0.1593 0.2449 6.820245 2.495681
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0406 0.0405 0.0018 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.383931 -0.602437 -0.746871 -0.895874 -0.394244 2.484462 3.178977 2.798801 0.0379 0.0404 0.0015 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.841764 11.245590 0.262695 18.340164 0.316318 12.123955 1.202394 11.641879 0.0344 0.0426 0.0022 nan nan
2459832 RF_maintenance 100.00% 48.39% 100.00% 0.00% 100.00% 0.00% 22.294078 43.439170 -0.033139 1.136467 13.338306 12.908492 8.189309 27.155461 0.3958 0.1545 0.2817 4.939767 1.842228
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.253390 2.533174 0.354516 -0.314777 -0.369923 2.736196 -0.460770 7.613575 0.0465 0.0533 0.0029 nan nan
2459830 RF_maintenance 100.00% 40.32% 100.00% 0.00% 100.00% 0.00% 22.045438 41.403399 0.262637 1.483739 26.199776 29.853514 6.505123 50.345922 0.4031 0.1612 0.2871 7.570243 2.947335
2459829 RF_maintenance 100.00% 52.09% 100.00% 0.00% 100.00% 0.00% 31.283539 64.397130 0.413847 2.205594 14.211468 18.799982 10.486719 61.246613 0.3769 0.1493 0.2464 1.105670 1.101224
2459828 RF_maintenance 100.00% 32.26% 100.00% 0.00% 100.00% 0.00% 16.786313 35.123930 0.237935 2.228143 26.419989 27.118276 10.532015 158.858357 0.4185 0.1632 0.2861 8.158640 2.778998
2459827 RF_maintenance 100.00% 49.95% 100.00% 0.00% 100.00% 0.00% 23.245928 46.594031 0.795715 3.178252 12.193221 13.611011 4.874171 20.993983 0.3824 0.1592 0.2483 6.782112 2.016351
2459826 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 15.696895 28.391023 0.576442 1.664842 37.274911 40.803980 9.228993 55.310869 0.4319 0.1890 0.2825 13.920556 4.199067
2459825 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 17.469207 28.978466 0.850888 1.010398 27.325142 30.236112 6.879443 11.794779 0.4347 0.1953 0.2862 2.995773 1.647728
2459824 RF_maintenance 100.00% 70.14% 100.00% 0.00% 100.00% 0.00% 20.846355 42.869545 0.730211 3.127496 12.942781 19.741691 13.806538 32.390805 0.3600 0.1594 0.2237 1.811839 1.297568
2459823 RF_maintenance 100.00% 43.53% 100.00% 0.00% 100.00% 0.00% 14.719953 17.083429 5.590782 6.759681 31.755610 37.682714 24.315739 103.816295 0.3799 0.1536 0.2390 23.376009 5.418071
2459822 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 16.516410 26.687773 1.818838 3.625804 26.798528 29.159129 3.535647 14.027200 0.4499 0.2028 0.2993 10.699155 2.894699
2459821 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 16.131419 26.585149 2.251549 3.621088 24.093446 26.791102 0.801877 6.150969 0.4681 0.2266 0.3090 15.230264 3.758670
2459820 RF_maintenance 100.00% 38.67% 100.00% 0.00% 100.00% 0.00% 21.259196 44.498902 0.685053 2.355346 36.650121 46.130707 6.100808 46.155915 0.4209 0.1867 0.2743 8.612810 2.214425
2459817 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 14.595943 19.879488 3.742317 5.566344 32.278581 34.752726 4.082866 19.022659 0.5055 0.2577 0.3316 13.976447 3.224179
2459816 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 12.746953 23.943176 0.734717 1.612514 37.463171 42.487893 13.567631 59.263339 0.4619 0.2060 0.3130 7.235637 3.017174
2459815 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 13.985578 16.305540 4.190103 5.705753 42.888180 47.652189 17.307397 54.497215 0.4930 0.2525 0.3340 17.645247 3.186473
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 28: 2459948

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.366197 10.573366 27.366197 -1.312946 1.270116 3.958785 7.463044 3.187229 24.188448

Antenna 28: 2459947

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.973500 27.973500 11.182720 0.867078 -1.174577 8.025257 5.582443 13.768386 4.356185

Antenna 28: 2459946

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 27.967872 25.995287 11.646692 0.784436 -1.038634 9.521457 7.468053 27.967872 9.505528

Antenna 28: 2459945

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 28.219218 24.697819 10.521188 0.857447 -1.233917 8.306584 4.730987 28.219218 3.524116

Antenna 28: 2459944

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.133891 10.798264 25.133891 -1.140454 0.977296 4.397291 6.364020 3.648918 14.145643

Antenna 28: 2459943

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 22.687555 22.687555 9.525805 0.983104 -0.954821 3.349720 3.266354 9.978026 2.058491

Antenna 28: 2459942

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.257728 28.257728 12.025320 0.954288 -1.108763 7.993796 4.691198 15.027021 3.099200

Antenna 28: 2459941

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.576734 26.576734 11.773282 0.903539 -1.043166 6.885827 7.000815 14.271702 4.625923

Antenna 28: 2459940

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.323575 27.323575 12.197417 0.961679 -1.402127 6.280274 4.604805 17.742813 7.644793

Antenna 28: 2459939

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.565466 26.565466 12.125809 0.955495 -1.240174 4.836090 3.926239 13.762177 3.651487

Antenna 28: 2459938

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 24.453687 24.453687 11.595532 0.962640 -1.305779 4.522820 3.309948 17.991187 3.792202

Antenna 28: 2459937

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.768230 13.224673 27.768230 -1.326465 0.815918 3.616774 8.526104 3.207376 26.571015

Antenna 28: 2459936

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 21.696015 12.720785 21.696015 -1.444297 0.686140 4.174983 7.859980 4.364263 6.189478

Antenna 28: 2459935

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.791975 26.791975 12.659073 0.838962 -1.193217 8.273717 5.542155 22.111226 8.524717

Antenna 28: 2459934

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 32.460103 15.420125 32.460103 -1.039388 0.830299 4.182024 6.332598 3.730297 14.225976

Antenna 28: 2459933

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.817963 26.817963 13.432480 0.812080 -1.074107 7.005822 4.085265 15.502962 3.465219

Antenna 28: 2459932

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 32.571169 29.155703 11.004186 1.211075 -1.053487 10.686079 13.913987 32.571169 4.226696

Antenna 28: 2459931

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 29.703549 14.322848 29.703549 -1.170249 0.914074 3.291026 5.685462 2.732894 20.069135

Antenna 28: 2459930

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.706548 12.356998 25.706548 -0.897996 0.992755 3.367983 5.088711 2.997217 16.322263

Antenna 28: 2459929

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 75.018584 75.018584 25.143611 1.099810 -0.288526 4.198493 0.237230 1.527877 0.787908

Antenna 28: 2459928

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 24.032012 24.032012 12.622844 0.741923 -1.575394 8.055007 3.738922 21.792476 5.678800

Antenna 28: 2459927

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 31.074926 25.155903 9.013534 1.022973 -1.418419 31.074926 18.522070 22.591342 1.949963

Antenna 28: 2459926

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 22.674192 22.674192 10.517641 1.059672 -0.937880 1.125023 0.237253 1.044342 -0.218953

Antenna 28: 2459925

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 35.418022 13.784687 35.418022 -0.672480 1.097332 6.798901 14.425912 1.291203 2.257688

Antenna 28: 2459924

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.332974 12.120604 27.332974 -1.539380 0.891231 3.954864 7.643894 0.877901 7.042178

Antenna 28: 2459923

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.750737 28.750737 13.120729 1.033308 -1.459658 5.861705 2.908973 3.083774 1.159790

Antenna 28: 2459922

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.039251 26.039251 12.581364 0.442021 -1.168427 10.088220 4.662227 19.224688 5.538152

Antenna 28: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.686422 25.686422 11.562252 0.823634 -1.197214 5.523666 3.091747 22.617201 8.083338

Antenna 28: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.475801 10.828575 25.475801 -1.055341 0.917073 5.844759 10.047314 6.998271 22.207835

Antenna 28: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.479135 28.479135 12.791493 0.708154 -1.091350 4.126636 3.406901 21.932528 5.645836

Antenna 28: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.339923 28.339923 14.341068 0.770587 -1.248605 11.179876 10.877089 15.716233 6.218761

Antenna 28: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.471429 11.215522 25.471429 -1.232965 0.642481 4.089339 6.753692 5.734074 21.563280

Antenna 28: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.603770 11.743141 26.603770 -1.388642 0.598574 2.861555 6.346497 4.492115 17.620537

Antenna 28: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.407394 12.542378 28.407394 -1.538206 0.697370 4.099615 8.342450 5.160963 11.156898

Antenna 28: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.853941 28.853941 13.585536 0.744062 -1.354454 7.093181 3.507931 19.859380 10.759453

Antenna 28: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.576713 25.576713 11.920686 0.822018 1.009446 9.226622 5.389457 19.334912 5.635830

Antenna 28: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 24.200473 24.200473 11.148199 0.862670 1.160505 5.319977 4.266026 10.409977 2.909086

Antenna 28: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 24.663925 24.663925 11.745338 0.794101 1.083739 5.556870 4.340385 9.631921 2.896148

Antenna 28: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.044800 26.044800 12.156060 0.861091 1.039271 3.955157 3.444327 13.916227 4.690387

Antenna 28: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.267958 12.752355 27.267958 0.952957 0.820124 3.370912 5.346624 4.051824 16.673435

Antenna 28: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.969699 26.969699 12.735336 0.779314 0.986881 6.824120 3.578219 19.815064 4.080197

Antenna 28: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.202338 27.202338 12.570958 0.794688 1.044899 4.905869 2.948005 16.945526 6.623287

Antenna 28: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.714427 25.714427 12.711845 0.865096 1.247242 12.086542 7.599093 14.932063 5.938587

Antenna 28: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.901897 25.901897 12.234666 0.785172 1.103562 8.307235 4.253589 24.269273 9.413033

Antenna 28: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.226578 27.226578 12.757684 0.798736 1.068579 7.923664 3.476895 26.055818 9.635762

Antenna 28: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 29.661117 14.429426 29.661117 1.246812 0.738079 3.722790 7.814758 4.255186 19.212098

Antenna 28: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.611027 14.463430 28.611027 1.091487 0.787373 2.390866 6.189787 3.914021 19.716742

Antenna 28: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.919202 12.488570 27.919202 1.378818 1.157943 1.994745 4.340025 4.327050 18.000216

Antenna 28: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.438943 25.438943 12.339293 0.633712 0.880206 10.870497 5.249527 16.744759 7.481755

Antenna 28: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 24.449042 24.449042 11.703071 0.800818 0.885404 9.104036 4.813473 21.215999 7.012946

Antenna 28: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 25.009957 25.009957 11.884646 0.710156 0.963633 13.744291 6.409643 18.779408 2.534618

Antenna 28: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 29.791816 14.431957 29.791816 1.867850 1.052325 5.093759 9.289382 4.481220 5.559764

Antenna 28: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 29.754038 29.754038 13.944478 0.724348 0.957773 11.299357 5.874180 23.593880 5.435509

Antenna 28: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 30.298280 14.430370 30.298280 0.909592 0.687218 5.244808 11.741410 7.027135 25.953489

Antenna 28: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 31.085931 29.394949 14.492083 0.680121 1.047928 10.170002 4.026550 31.085931 5.985930

Antenna 28: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.388701 13.290912 27.388701 1.022304 0.766249 6.346750 13.630602 7.554994 17.972129

Antenna 28: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.005840 28.005840 13.621372 0.924630 1.808616 7.496382 5.004467 14.936207 4.322686

Antenna 28: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 31.644397 14.781690 31.644397 0.909439 0.692178 7.133510 15.485063 8.827090 28.318967

Antenna 28: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.184434 26.184434 12.339526 0.832645 1.436340 11.177562 6.407666 9.181475 2.707377

Antenna 28: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.003505 28.003505 13.475650 0.597048 1.543115 11.405001 4.744020 18.286343 2.635795

Antenna 28: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 35.527960 16.935958 35.527960 1.272288 0.589550 21.353746 8.184095 1.498741 3.955869

Antenna 28: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 43.796847 43.796847 22.744129 5.072214 7.884937 22.096912 12.785999 17.075895 13.126635

Antenna 28: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.380493 27.380493 13.286732 0.763481 1.341731 10.965009 6.080542 14.652801 4.171922

Antenna 28: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 40.254247 34.817369 17.843598 4.338571 6.511683 12.982068 6.609982 40.254247 11.487648

Antenna 28: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 55.266331 55.266331 28.986582 5.078862 8.313780 16.421135 8.898855 22.824401 5.668985

Antenna 28: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 45.264681 32.839355 15.971631 5.903306 9.123599 28.729894 16.370256 45.264681 18.757447

Antenna 28: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 39.953143 39.953143 20.250545 4.758232 7.771610 11.265247 5.697517 22.782630 6.736775

Antenna 28: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 23.794068 23.794068 11.908163 0.739695 1.325416 5.718167 2.416036 16.628575 6.043214

Antenna 28: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 53.612134 35.434182 18.182646 5.866460 9.058168 21.323430 9.844647 53.612134 11.361524

Antenna 28: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 46.718149 20.206755 38.646767 6.080021 4.126493 23.077491 43.954118 8.290400 46.718149

Antenna 28: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 42.986236 21.747750 42.986236 8.502808 5.636901 11.528741 22.845943 3.971842 27.020348

Antenna 28: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 59.286036 31.889465 59.286036 3.601180 2.477961 14.860643 28.743580 8.319074 33.695419

Antenna 28: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 45.436747 23.556097 45.436747 5.532460 3.648999 6.273338 11.921637 4.787973 25.299930

Antenna 28: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 41.195499 41.195499 20.758168 5.009888 6.645667 28.361097 15.681370 21.082077 10.675709

Antenna 28: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 33.245345 33.245345 16.163631 5.160892 7.665703 23.338076 12.956225 14.518868 3.261422

Antenna 28: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 53.210353 28.091911 53.210353 4.689973 3.629926 9.786317 21.005952 11.479135 37.518682

Antenna 28: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 49.122340 25.450275 49.122340 9.091916 5.826895 8.261257 17.044936 10.475097 36.296293

Antenna 28: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 35.115387 17.899336 35.115387 6.049827 4.335609 6.155671 13.109696 7.683825 23.023164

Antenna 28: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 37.910711 37.910711 20.469465 4.052287 5.866031 16.922015 6.235127 15.513667 4.445190

Antenna 28: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 46.497054 24.657272 46.497054 8.246842 5.376358 10.847397 18.369052 15.933727 25.404317

Antenna 28: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 55.744250 55.744250 28.314050 2.092071 0.139035 11.126043 5.401587 37.271188 17.336001

Antenna 28: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 35.367603 17.766017 35.367603 0.078950 -0.335473 5.756023 6.765262 9.483499 18.147098

Antenna 28: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 28: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 28.367454 28.367454 14.467557 -0.046331 -0.023476 4.918592 5.658676 12.703279 9.251892

Antenna 28: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 29.434351 15.023984 29.434351 0.049456 2.154236 11.728390 17.007664 5.714249 15.605652

Antenna 28: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 26.238595 13.361734 26.238595 -0.023773 -0.000434 3.498430 2.651237 3.272337 13.984741

Antenna 28: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.982124 27.982124 14.494409 -0.124579 -0.058225 5.146940 5.303204 21.245742 8.330612

Antenna 28: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 19.452938 19.452938 -0.784166 3.806773 -0.332881 13.794631 -0.304578 12.126152 1.119229

Antenna 28: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 38.904737 19.622437 38.904737 0.147571 2.082781 6.447833 11.951295 3.391284 35.145984

Antenna 28: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 42.773144 42.773144 22.500463 2.207119 -0.110925 7.656990 5.305294 14.869488 4.504369

Antenna 28: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 42.704691 42.704691 22.689869 2.433164 0.426604 6.710193 4.798544 29.272242 10.657720

Antenna 28: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 33.563228 33.563228 17.334832 3.020828 0.883520 7.600262 6.468292 25.837793 11.283300

Antenna 28: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 42.820996 26.193161 42.820996 1.102180 1.675181 9.367529 22.305562 9.181491 13.287481

Antenna 28: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Variability 41.335184 13.763432 34.583330 0.706595 3.075093 16.754179 41.335184 13.053499 39.322713

Antenna 28: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 46.207328 17.050511 36.917424 0.482366 2.743991 10.317113 20.492361 12.342531 46.207328

Antenna 28: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Temporal Discontinuties 46.345807 20.210483 39.514471 2.404895 5.997447 9.619758 13.914830 6.357866 46.345807

Antenna 28: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 35.274496 35.274496 17.697343 4.241720 0.616326 24.250048 12.499386 32.270133 5.186125

Antenna 28: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 38.588692 38.588692 19.916169 4.008873 0.600217 15.446754 12.155712 9.379475 4.904954
In [ ]: